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Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

11 February 2015

Sergey Ioffe

Christian Szegedy

OOD

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Papers citing "Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift"

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Title
Directional Graph Networks Dominique Beaini Saro Passaro Vincent Létourneau William L. Hamilton Gabriele Corso Pietro Lio 129 193 0 06 Oct 2020
Support-set bottlenecks for video-text representation learning Mandela Patrick Po-Yao (Bernie) Huang Yuki M. Asano Florian Metze Alexander G. Hauptmann João Henriques Andrea Vedaldi 114 249 0 06 Oct 2020
Arbitrary Style Transfer using Graph Instance Normalization Dongki Jung Seunghan Yang Jaehoon Choi Changick Kim OOD 31 5 0 06 Oct 2020
CO2: Consistent Contrast for Unsupervised Visual Representation Learning Chen Wei Huiyu Wang Wei Shen Alan Yuille SSL 85 63 0 05 Oct 2020
Mind the Pad -- CNNs can Develop Blind Spots B. Alsallakh Narine Kokhlikyan Vivek Miglani Jun Yuan Orion Reblitz-Richardson 60 75 0 05 Oct 2020
Conditional Negative Sampling for Contrastive Learning of Visual Representations Mike Wu Milan Mossé Chengxu Zhuang Daniel L. K. Yamins Noah D. Goodman SSL 108 79 0 05 Oct 2020
EqCo: Equivalent Rules for Self-supervised Contrastive Learning Benjin Zhu Junqiang Huang Zeming Li Xiangyu Zhang Jian Sun SSL 90 13 0 05 Oct 2020
Pointwise Binary Classification with Pairwise Confidence Comparisons Lei Feng Senlin Shu Nan Lu Bo Han Miao Xu Gang Niu Bo An Masashi Sugiyama 115 23 0 05 Oct 2020
High-resolution Piano Transcription with Pedals by Regressing Onset and Offset Times Qiuqiang Kong Bochen Li Xuchen Song Yuan Wan Yuxuan Wang 436 112 0 05 Oct 2020
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch Youngeun Kim Priyadarshini Panda 120 176 0 05 Oct 2020
Multi-Resolution Fusion and Multi-scale Input Priors Based Crowd Counting Usman Sajid Wenchi Ma Guanghui Wang 71 13 0 04 Oct 2020
Feature Whitening via Gradient Transformation for Improved Convergence S. Markovich-Golan Barak Battach Amit Bleiweiss 51 1 0 04 Oct 2020
Sharpness-Aware Minimization for Efficiently Improving Generalization Pierre Foret Ariel Kleiner H. Mobahi Behnam Neyshabur AAML 274 1,363 0 03 Oct 2020
Deep learning algorithms for solving high dimensional nonlinear backward stochastic differential equations Lorenc Kapllani Long Teng 74 13 0 03 Oct 2020
HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients Enmao Diao Jie Ding Vahid Tarokh FedML 104 561 0 03 Oct 2020
Background Adaptive Faster R-CNN for Semi-Supervised Convolutional Object Detection of Threats in X-Ray Images J. Sigman Gregory P. Spell Kevin J. Liang Lawrence Carin ObjD 67 18 0 02 Oct 2020
Neighbourhood Distillation: On the benefits of non end-to-end distillation Laetitia Shao Max Moroz Elad Eban Yair Movshovitz-Attias ODL 57 0 0 02 Oct 2020
Neural Bootstrapper Minsuk Shin Hyungjoon Cho Hyun-Seok Min Sungbin Lim UQCV BDL 82 7 0 02 Oct 2020
Coupled Oscillatory Recurrent Neural Network (coRNN): An accurate and (gradient) stable architecture for learning long time dependencies T. Konstantin Rusch Siddhartha Mishra 132 94 0 02 Oct 2020
Weight and Gradient Centralization in Deep Neural Networks Wolfgang Fuhl Enkelejda Kasneci ODL 83 18 0 02 Oct 2020
Deep4Air: A Novel Deep Learning Framework for Airport Airside Surveillance Phat Thai Sameer Alam Nimrod Lilith Phu N. Tran N. T. Binh 27 11 0 02 Oct 2020
Effective Regularization Through Loss-Function Metalearning Santiago Gonzalez Xin Qiu Risto Miikkulainen 143 5 0 02 Oct 2020
Binary Neural Networks for Memory-Efficient and Effective Visual Place Recognition in Changing Environments Bruno Ferrarini Michael Milford Klaus D. McDonald-Maier Shoaib Ehsan MQ 57 24 0 01 Oct 2020
Tabular GANs for uneven distribution Insaf Ashrapov GAN 44 32 0 01 Oct 2020
Understanding Self-supervised Learning with Dual Deep Networks Yuandong Tian Lantao Yu Xinlei Chen Surya Ganguli SSL 108 80 0 01 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 81 38 0 01 Oct 2020
FSD50K: An Open Dataset of Human-Labeled Sound Events Eduardo Fonseca Xavier Favory Jordi Pons F. Font Xavier Serra 179 467 0 01 Oct 2020
Machine Learning in Airline Crew Pairing to Construct Initial Clusters for Dynamic Constraint Aggregation Yassine Yaakoubi F. Soumis Simon Lacoste-Julien AI4TS 53 25 0 30 Sep 2020
Dissected 3D CNNs: Temporal Skip Connections for Efficient Online Video Processing Okan Kopuklu Stefan Hormann Fabian Herzog Hakan Çevikalp Gerhard Rigoll 3DPC 58 16 0 30 Sep 2020
Asymmetric Contextual Modulation for Infrared Small Target Detection Yimian Dai Yiquan Wu Fei Zhou Kobus Barnard 108 394 0 30 Sep 2020
A law of robustness for two-layers neural networks Sébastien Bubeck Yuanzhi Li Dheeraj M. Nagaraj 92 57 0 30 Sep 2020
Transfer Learning from Speech Synthesis to Voice Conversion with Non-Parallel Training Data Mingyang Zhang Yi Zhou Li Zhao Haizhou Li 92 53 0 30 Sep 2020
Stock2Vec: A Hybrid Deep Learning Framework for Stock Market Prediction with Representation Learning and Temporal Convolutional Network Xing Wang Yijun Wang Bin Weng Aleksandr Vinel AIFin AI4TS 77 11 0 29 Sep 2020
Lip-reading with Densely Connected Temporal Convolutional Networks Pingchuan Ma Yujiang Wang Jie Shen Stavros Petridis Maja Pantic 92 58 0 29 Sep 2020
Attentional Feature Fusion Yimian Dai Fabian Gieseke Stefan Oehmcke Yiquan Wu Kobus Barnard 3DPC 76 651 0 29 Sep 2020
Geometric Disentanglement by Random Convex Polytopes M. Joswig M. Kaluba Lukas Ruff 65 3 0 29 Sep 2020
Neural Topic Modeling by Incorporating Document Relationship Graph Deyu Zhou Xuemeng Hu Rui Wang 91 23 0 29 Sep 2020
Neural Topic Modeling with Cycle-Consistent Adversarial Training Xuemeng Hu Rui Wang Deyu Zhou Yuxuan Xiong GAN BDL OOD MedIm 57 35 0 29 Sep 2020
An Image Processing Pipeline for Automated Packaging Structure Recognition Laura Dörr Felix Brandt Martin Pouls Alexander Naumann 27 3 0 29 Sep 2020
Automatic Segmentation, Localization, and Identification of Vertebrae in 3D CT Images Using Cascaded Convolutional Neural Networks Naoto Masuzawa Yoshiro Kitamura Keigo Nakamura S. Iizuka E. Simo-Serra 3DPC 42 17 0 29 Sep 2020
A Comprehensive Survey of Machine Learning Applied to Radar Signal Processing Ping Lang Xiongjun Fu M. Martorella Jian Dong Rui Qin Xianpeng Meng M. Xie 49 43 0 29 Sep 2020
Detecting soccer balls with reduced neural networks: a comparison of multiple architectures under constrained hardware scenarios Douglas De Rizzo Meneghetti T. P. D. Homem Jonas Henrique Renolfi de Oliveira I. J. Silva D. Perico Reinaldo A. C. Bianchi 52 7 0 28 Sep 2020
Conditional GAN for Prediction of Glaucoma Progression with Macular Optical Coherence Tomography Osama N. Hassan Serhat Sahin Vahid Mohammadzadeh Xiaohe Yang Navid Amini ... Tae Hong Golnoush Mahmoudinezhad Daniel Rueckert K. Nouri-Mahdavi Fabien Scalzo 20 12 0 28 Sep 2020
EIS -- a family of activation functions combining Exponential, ISRU, and Softplus Koushik Biswas Sandeep Kumar Shilpak Banerjee A. Pandey 48 2 0 28 Sep 2020
RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification Haifeng Li Zhenqi Cui Zhiqiang Zhu Lixing Chen Jiawei Zhu Haozhe Huang Chao Tao 92 93 0 28 Sep 2020
Group Whitening: Balancing Learning Efficiency and Representational Capacity Lei Huang Yi Zhou Li Liu Fan Zhu Ling Shao 108 22 0 28 Sep 2020
Deep EvoGraphNet Architecture For Time-Dependent Brain Graph Data Synthesis From a Single Timepoint Ahmed Nebli Uğur Ali Kaplan I. Rekik AI4TS 59 17 0 28 Sep 2020
CASTLE: Regularization via Auxiliary Causal Graph Discovery Trent Kyono Yao Zhang M. Schaar OOD CML 89 69 0 28 Sep 2020
Quantal synaptic dilution enhances sparse encoding and dropout regularisation in deep networks Gardave S. Bhumbra 41 0 0 28 Sep 2020
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients Yifei Huang Yaodong Yu Hongyang R. Zhang Yi-An Ma Yuan Yao AAML 86 27 0 28 Sep 2020